Pandas Profiling Report

Dataset statistics

Number of variables	26
Number of observations	1030635
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	204.4 MiB
Average record size in memory	208.0 B

Variable types

Numeric	26

Alerts

`Barrel_Temp_Z1` is highly overall correlated with `Decompression_Time` and 1 other fields	High correlation
`Barrel_Temp_Z3` is highly overall correlated with `Barrel_Temp_Z4` and 4 other fields	High correlation
`Barrel_Temp_Z4` is highly overall correlated with `Barrel_Temp_Z3` and 4 other fields	High correlation
`Cooling_Time` is highly overall correlated with `Cycle_Time` and 1 other fields	High correlation
`Cycle_Time` is highly overall correlated with `Cooling_Time` and 5 other fields	High correlation
`Decompression_Time` is highly overall correlated with `Barrel_Temp_Z1` and 8 other fields	High correlation
`Hopper_Temp` is highly overall correlated with `_ID`	High correlation
`Injection_Peak_Press` is highly overall correlated with `Barrel_Temp_Z3` and 8 other fields	High correlation
`Injection_Pressure_Real_Time` is highly overall correlated with `Cycle_Time` and 7 other fields	High correlation
`Machine_Cycle_Time` is highly overall correlated with `Cooling_Time` and 5 other fields	High correlation
`Max_Injection_Rate` is highly overall correlated with `Cycle_Time` and 9 other fields	High correlation
`Minimum_Cushion` is highly overall correlated with `Plasticizing_Start_Position` and 3 other fields	High correlation
`Plasticizing_End_Position` is highly overall correlated with `Barrel_Temp_Z3` and 8 other fields	High correlation
`Plasticizing_RPM` is highly overall correlated with `Cycle_Time` and 7 other fields	High correlation
`Plasticizing_Start_Position` is highly overall correlated with `Decompression_Time` and 4 other fields	High correlation
`Plasticizing_Time` is highly overall correlated with `Barrel_Temp_Z1` and 9 other fields	High correlation
`Screw_Position` is highly overall correlated with `Minimum_Cushion` and 3 other fields	High correlation
`VP_Position` is highly overall correlated with `Minimum_Cushion` and 3 other fields	High correlation
`VP_Press` is highly overall correlated with `Barrel_Temp_Z3` and 7 other fields	High correlation
`VP_Time` is highly overall correlated with `Cycle_Time` and 4 other fields	High correlation
`Weighing_Start_Position` is highly overall correlated with `Decompression_Time` and 4 other fields	High correlation
`_ID` is highly overall correlated with `Hopper_Temp` and 2 other fields	High correlation
`_ID` is uniformly distributed	Uniform
`_ID` has unique values	Unique

Reproduction

Analysis started	2024-09-01 00:04:59.077876
Analysis finished	2024-09-01 00:08:46.811901
Duration	3 minutes and 47.73 seconds
Software version	ydata-profiling vv4.9.0
Download configuration	config.json

No_Shot
Real number (ℝ)

Distinct	9178
Distinct (%)	0.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1420.861

Minimum	0
Maximum	9177
Zeros	407
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	7.9 MiB

Quantile statistics

Minimum	0
5-th percentile	133
Q1	657
median	1348
Q3	2084
95-th percentile	2800
Maximum	9177
Range	9177
Interquartile range (IQR)	1427

Descriptive statistics

Standard deviation	957.05757
Coefficient of variation (CV)	0.67357578
Kurtosis	5.8298194
Mean	1420.861
Median Absolute Deviation (MAD)	712
Skewness	1.3079623
Sum	1.4643891 × 10⁹
Variance	915959.19
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	407	< 0.1%
1	403	< 0.1%
355	402	< 0.1%
364	402	< 0.1%
365	402	< 0.1%
366	402	< 0.1%
369	402	< 0.1%
383	401	< 0.1%
378	401	< 0.1%
358	401	< 0.1%
Other values (9168)	1026612	99.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	407	< 0.1%
1	403	< 0.1%
2	396	< 0.1%
3	394	< 0.1%
4	392	< 0.1%
5	391	< 0.1%
6	393	< 0.1%
7	393	< 0.1%
8	393	< 0.1%
9	392	< 0.1%

Value	Count	Frequency (%)
9177	1	< 0.1%
9176	1	< 0.1%
9175	1	< 0.1%
9174	1	< 0.1%
9173	1	< 0.1%
9172	1	< 0.1%
9171	1	< 0.1%
9170	1	< 0.1%
9169	1	< 0.1%
9168	1	< 0.1%

Machine_Cycle_Time
Real number (ℝ)

HIGH CORRELATION

Distinct	480
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	15.292176

Minimum	11.12
Maximum	34.52
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	7.9 MiB

Quantile statistics

Minimum	11.12
5-th percentile	13.34
Q1	14.46
median	14.6
Q3	15.98
95-th percentile	17.52
Maximum	34.52
Range	23.4
Interquartile range (IQR)	1.52

Descriptive statistics

Standard deviation	1.9218337
Coefficient of variation (CV)	0.12567431
Kurtosis	13.065652
Mean	15.292176
Median Absolute Deviation (MAD)	0.68
Skewness	3.0521257
Sum	15760652
Variance	3.6934448
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
14.58	148335	14.4%
14.6	53668	5.2%
15.58	44615	4.3%
13.94	41829	4.1%
13.34	39619	3.8%
16	34260	3.3%
13.92	31196	3.0%
13.96	29727	2.9%
14.48	26215	2.5%
15.1	23936	2.3%
Other values (470)	557235	54.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
11.12	2	< 0.1%
11.14	1	< 0.1%
11.34	3	< 0.1%
11.42	1	< 0.1%
11.46	1	< 0.1%
11.48	1	< 0.1%
11.56	1	< 0.1%
11.6	2	< 0.1%
11.62	2	< 0.1%
11.66	1	< 0.1%

Value	Count	Frequency (%)
34.52	1	< 0.1%
34	1	< 0.1%
32.62	1	< 0.1%
32.44	1	< 0.1%
32.34	1	< 0.1%
31.86	1	< 0.1%
31.42	1	< 0.1%
31.32	1	< 0.1%
30.92	1	< 0.1%
30.52	1	< 0.1%

Cycle_Time
Real number (ℝ)

HIGH CORRELATION

Distinct	712
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	15.305879

Minimum	11.12
Maximum	60.74
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	7.9 MiB

Quantile statistics

Minimum	11.12
5-th percentile	13.36
Q1	14.48
median	14.62
Q3	16
95-th percentile	17.54
Maximum	60.74
Range	49.62
Interquartile range (IQR)	1.52

Descriptive statistics

Standard deviation	1.9264653
Coefficient of variation (CV)	0.1258644
Kurtosis	14.176529
Mean	15.305879
Median Absolute Deviation (MAD)	0.68
Skewness	3.0981154
Sum	15774775
Variance	3.7112685
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
14.6	144607	14.0%
14.58	63085	6.1%
13.94	47590	4.6%
15.6	40807	4.0%
13.96	33086	3.2%
13.36	31654	3.1%
16	28773	2.8%
13.98	27208	2.6%
14.5	25907	2.5%
15.12	24797	2.4%
Other values (702)	563121	54.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
11.12	2	< 0.1%
11.16	1	< 0.1%
11.45	1	< 0.1%
11.48	1	< 0.1%
11.56	1	< 0.1%
11.6	1	< 0.1%
11.62	2	< 0.1%
11.66	1	< 0.1%
11.88	2	< 0.1%
11.9	5	< 0.1%

Value	Count	Frequency (%)
60.74	2	< 0.1%
59.26	1	< 0.1%
51.26	1	< 0.1%
46.78	1	< 0.1%
44.52	1	< 0.1%
42.16	1	< 0.1%
41.08	1	< 0.1%
36.94	1	< 0.1%
34.52	1	< 0.1%
34.22	1	< 0.1%

Barrel_Temp_Z1
Real number (ℝ)

HIGH CORRELATION

Distinct	299
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	215.32983

Minimum	13
Maximum	296.3
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	7.9 MiB

Quantile statistics

Minimum	13
5-th percentile	200.1
Q1	205
median	210
Q3	215
95-th percentile	290
Maximum	296.3
Range	283.3
Interquartile range (IQR)	10

Descriptive statistics

Standard deviation	21.679146
Coefficient of variation (CV)	0.10067879
Kurtosis	6.8611986
Mean	215.32983
Median Absolute Deviation (MAD)	5
Skewness	2.844563
Sum	2.2192646 × 10⁸
Variance	469.98537
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
205	247387	24.0%
210	221881	21.5%
215	91737	8.9%
205.1	54568	5.3%
209.9	52244	5.1%
204.9	48262	4.7%
210.1	47911	4.6%
290	45375	4.4%
220	39857	3.9%
200	38388	3.7%
Other values (289)	143025	13.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
13	2	< 0.1%
13.1	1	< 0.1%
29.8	1	< 0.1%
31.5	1	< 0.1%
33.1	1	< 0.1%
40	1	< 0.1%
96.3	1	< 0.1%
105	1	< 0.1%
112.7	1	< 0.1%
114.5	1	< 0.1%

Value	Count	Frequency (%)
296.3	1	< 0.1%
296.2	2	< 0.1%
296.1	2	< 0.1%
296	3	< 0.1%
295.9	1	< 0.1%
295.8	2	< 0.1%
295.7	2	< 0.1%
295.6	3	< 0.1%
295.4	2	< 0.1%
295.3	2	< 0.1%

Barrel_Temp_Z2
Real number (ℝ)

Distinct	367
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	205.82448

Minimum	12.9
Maximum	271.7
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	7.9 MiB

Quantile statistics

Minimum	12.9
5-th percentile	199.9
Q1	200
median	200.1
Q3	200.1
95-th percentile	270
Maximum	271.7
Range	258.8
Interquartile range (IQR)	0.1

Descriptive statistics

Standard deviation	18.035352
Coefficient of variation (CV)	0.087624912
Kurtosis	7.9890272
Mean	205.82448
Median Absolute Deviation (MAD)	0.1
Skewness	3.0992339
Sum	2.1212991 × 10⁸
Variance	325.27392
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
200	409084	39.7%
200.1	274411	26.6%
199.9	96888	9.4%
200.2	47022	4.6%
205	41314	4.0%
270	36032	3.5%
205.1	24012	2.3%
270.1	16065	1.6%
204.9	14500	1.4%
200.3	14151	1.4%
Other values (357)	57156	5.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
12.9	1	< 0.1%
13.1	1	< 0.1%
13.4	1	< 0.1%
29.6	1	< 0.1%
31.5	1	< 0.1%
33.5	1	< 0.1%
47.2	1	< 0.1%
123.5	1	< 0.1%
149.9	1	< 0.1%
155.3	1	< 0.1%

Value	Count	Frequency (%)
271.7	1	< 0.1%
271.6	3	< 0.1%
271.5	4	< 0.1%
271.4	3	< 0.1%
271.3	5	< 0.1%
271.2	22	< 0.1%
271.1	10	< 0.1%
271	8	< 0.1%
270.9	11	< 0.1%
270.8	14	< 0.1%

Barrel_Temp_Z3
Real number (ℝ)

HIGH CORRELATION

Distinct	347
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	200.82463

Minimum	12.8
Maximum	261.9
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	7.9 MiB

Quantile statistics

Minimum	12.8
5-th percentile	194.8
Q1	194.9
median	195.1
Q3	199.9
95-th percentile	260
Maximum	261.9
Range	249.1
Interquartile range (IQR)	5

Descriptive statistics

Standard deviation	16.85643
Coefficient of variation (CV)	0.083936068
Kurtosis	7.5706728
Mean	200.82463
Median Absolute Deviation (MAD)	0.2
Skewness	3.0104997
Sum	2.069769 × 10⁸
Variance	284.13923
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
195.1	196993	19.1%
195	190325	18.5%
194.9	182638	17.7%
200	92537	9.0%
195.2	67875	6.6%
194.8	53133	5.2%
200.1	41556	4.0%
199.9	40658	3.9%
260	40332	3.9%
190	13295	1.3%
Other values (337)	111293	10.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
12.8	2	< 0.1%
12.9	1	< 0.1%
29.8	1	< 0.1%
31.6	1	< 0.1%
33.6	1	< 0.1%
46	1	< 0.1%
122.7	1	< 0.1%
154.2	1	< 0.1%
160.5	1	< 0.1%
161.1	1	< 0.1%

Value	Count	Frequency (%)
261.9	1	< 0.1%
260.9	1	< 0.1%
260.8	21	< 0.1%
260.7	22	< 0.1%
260.6	23	< 0.1%
260.5	44	< 0.1%
260.4	215	< 0.1%
260.3	458	< 0.1%
260.2	952	0.1%
260.1	12613	1.2%

Barrel_Temp_Z4
Real number (ℝ)

HIGH CORRELATION

Distinct	401
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	195.4892

Minimum	12.7
Maximum	251.8
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	7.9 MiB

Quantile statistics

Minimum	12.7
5-th percentile	189.7
Q1	190
median	190.1
Q3	194.9
95-th percentile	249.9
Maximum	251.8
Range	239.1
Interquartile range (IQR)	4.9

Descriptive statistics

Standard deviation	15.676926
Coefficient of variation (CV)	0.080193313
Kurtosis	7.3658176
Mean	195.4892
Median Absolute Deviation (MAD)	0.1
Skewness	2.9716881
Sum	2.0147801 × 10⁸
Variance	245.76602
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
190	264912	25.7%
190.1	203290	19.7%
189.9	126950	12.3%
195	59460	5.8%
190.2	52954	5.1%
195.1	50304	4.9%
194.9	45529	4.4%
250	24884	2.4%
189.8	24406	2.4%
190.3	20000	1.9%
Other values (391)	157946	15.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
12.7	1	< 0.1%
12.9	2	< 0.1%
29.7	1	< 0.1%
31	1	< 0.1%
32.7	1	< 0.1%
41	1	< 0.1%
102.3	1	< 0.1%
131.1	1	< 0.1%
138.4	1	< 0.1%
138.6	1	< 0.1%

Value	Count	Frequency (%)
251.8	2	< 0.1%
251.7	9	< 0.1%
251.6	12	< 0.1%
251.5	17	< 0.1%
251.4	39	< 0.1%
251.3	35	< 0.1%
251.2	46	< 0.1%
251.1	59	< 0.1%
251	98	< 0.1%
250.9	119	< 0.1%

Hopper_Temp
Real number (ℝ)

HIGH CORRELATION

Distinct	301
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	44.058974

Minimum	12.1
Maximum	60.2
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	7.9 MiB

Quantile statistics

Minimum	12.1
5-th percentile	33.8
Q1	40
median	40.3
Q3	49.3
95-th percentile	52.5
Maximum	60.2
Range	48.1
Interquartile range (IQR)	9.3

Descriptive statistics

Standard deviation	6.1952538
Coefficient of variation (CV)	0.14061276
Kurtosis	-0.79802506
Mean	44.058974
Median Absolute Deviation (MAD)	7
Skewness	0.097674258
Sum	45408721
Variance	38.381169
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
40	114097	11.1%
40.1	84990	8.2%
40.2	75630	7.3%
39.9	51712	5.0%
48.7	32463	3.1%
48.9	30117	2.9%
48.6	27735	2.7%
50	27603	2.7%
49	26115	2.5%
49.8	25590	2.5%
Other values (291)	534583	51.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
12.1	3	< 0.1%
25.5	1	< 0.1%
28.9	1	< 0.1%
30	1	< 0.1%
30.8	1	< 0.1%
31.1	24	< 0.1%
31.2	72	< 0.1%
31.3	235	< 0.1%
31.4	233	< 0.1%
31.5	380	< 0.1%

Value	Count	Frequency (%)
60.2	23	< 0.1%
60.1	528	0.1%
60	1263	0.1%
59.9	724	0.1%
59.8	1069	0.1%
59.7	1086	0.1%
59.6	711	0.1%
59.5	998	0.1%
59.4	1004	0.1%
59.3	673	0.1%

Injection_Pressure_Real_Time
Real number (ℝ)

HIGH CORRELATION

Distinct	154
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.95876422

Minimum	0
Maximum	3
Zeros	2
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	7.9 MiB

Quantile statistics

Minimum	0
5-th percentile	0.59
Q1	0.78
median	1.02
Q3	1.05
95-th percentile	1.34
Maximum	3
Range	3
Interquartile range (IQR)	0.27

Descriptive statistics

Standard deviation	0.2214442
Coefficient of variation (CV)	0.23096836
Kurtosis	0.6527389
Mean	0.95876422
Median Absolute Deviation (MAD)	0.11
Skewness	0.32022405
Sum	988135.96
Variance	0.049037535
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.04	222494	21.6%
0.59	62621	6.1%
0.92	48817	4.7%
1.05	34087	3.3%
0.72	32229	3.1%
1.06	30936	3.0%
0.98	29586	2.9%
0.71	27804	2.7%
1.01	24938	2.4%
1.07	23362	2.3%
Other values (144)	493761	47.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2	< 0.1%
0.01	1	< 0.1%
0.02	1	< 0.1%
0.04	1	< 0.1%
0.05	2	< 0.1%
0.06	2	< 0.1%
0.5	2	< 0.1%
0.51	5	< 0.1%
0.52	1	< 0.1%
0.53	4	< 0.1%

Value	Count	Frequency (%)
3	2	< 0.1%
2	1849	0.2%
1.99	5	< 0.1%
1.98	4	< 0.1%
1.97	2	< 0.1%
1.95	1	< 0.1%
1.93	1	< 0.1%
1.92	1	< 0.1%
1.91	1	< 0.1%
1.89	5	< 0.1%

Screw_Position
Real number (ℝ)

HIGH CORRELATION

Distinct	1029
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	8.0773662

Minimum	-0.03
Maximum	27.82
Zeros	0
Zeros (%)	0.0%
Negative	7
Negative (%)	< 0.1%
Memory size	7.9 MiB

Quantile statistics

Minimum	-0.03
5-th percentile	5.83
Q1	6.67
median	8.04
Q3	8.99
95-th percentile	11.4
Maximum	27.82
Range	27.85
Interquartile range (IQR)	2.32

Descriptive statistics

Standard deviation	1.6890621
Coefficient of variation (CV)	0.2091105
Kurtosis	0.66252746
Mean	8.0773662
Median Absolute Deviation (MAD)	1.14
Skewness	0.72173241
Sum	8324816.4
Variance	2.8529307
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
8.04	27419	2.7%
8.05	25579	2.5%
8.03	25278	2.5%
8.06	22168	2.2%
8.02	21255	2.1%
8.07	17768	1.7%
8.01	16309	1.6%
5.86	14036	1.4%
5.85	12855	1.2%
8.08	12845	1.2%
Other values (1019)	835123	81.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-0.03	3	< 0.1%
-0.02	4	< 0.1%
0.26	1	< 0.1%
1.03	1	< 0.1%
1.11	1	< 0.1%
1.13	1	< 0.1%
1.68	1	< 0.1%
2.82	1	< 0.1%
2.94	1	< 0.1%
3.05	1	< 0.1%

Value	Count	Frequency (%)
27.82	1	< 0.1%
25.66	1	< 0.1%
23.57	1	< 0.1%
23.08	1	< 0.1%
22.54	1	< 0.1%
22.44	1	< 0.1%
22.38	1	< 0.1%
22.35	1	< 0.1%
22.33	1	< 0.1%
22.29	1	< 0.1%

Injection_Peak_Press
Real number (ℝ)

HIGH CORRELATION

Distinct	7235
Distinct (%)	0.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1024.7797

Minimum	211.15
Maximum	1504.6
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	7.9 MiB

Quantile statistics

Minimum	211.15
5-th percentile	780.69
Q1	915.46
median	1038.83
Q3	1077.01
95-th percentile	1242.08
Maximum	1504.6
Range	1293.45
Interquartile range (IQR)	161.55

Descriptive statistics

Standard deviation	130.57287
Coefficient of variation (CV)	0.12741555
Kurtosis	-0.28788775
Mean	1024.7797
Median Absolute Deviation (MAD)	70.49
Skewness	0.11196226
Sum	1.0561738 × 10⁹
Variance	17049.274
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1050.06	4154	0.4%
1049.94	3446	0.3%
1049.81	3388	0.3%
1074.02	3292	0.3%
1075.01	3269	0.3%
1075.26	3256	0.3%
1075.51	3161	0.3%
1074.76	3139	0.3%
1075.89	3110	0.3%
1049.56	3088	0.3%
Other values (7225)	997332	96.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
211.15	1	< 0.1%
352	1	< 0.1%
355.37	1	< 0.1%
375.83	1	< 0.1%
423.49	1	< 0.1%
471.15	1	< 0.1%
478.89	1	< 0.1%
486.25	1	< 0.1%
493.36	1	< 0.1%
502.29	1	< 0.1%

Value	Count	Frequency (%)
1504.6	1	< 0.1%
1492.88	1	< 0.1%
1476.17	1	< 0.1%
1473.3	1	< 0.1%
1457.84	1	< 0.1%
1451.48	1	< 0.1%
1450.1	2	< 0.1%
1449.36	1	< 0.1%
1447.11	2	< 0.1%
1446.99	1	< 0.1%

Max_Injection_Rate
Real number (ℝ)

HIGH CORRELATION

Distinct	1158
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	59.313435

Minimum	11.05
Maximum	84.31
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	7.9 MiB

Quantile statistics

Minimum	11.05
5-th percentile	45.59
Q1	50.62
median	62.25
Q3	62.77
95-th percentile	78.28
Maximum	84.31
Range	73.26
Interquartile range (IQR)	12.15

Descriptive statistics

Standard deviation	9.9405175
Coefficient of variation (CV)	0.16759302
Kurtosis	-0.42985497
Mean	59.313435
Median Absolute Deviation (MAD)	5.14
Skewness	0.20576927
Sum	61130502
Variance	98.813887
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
62.74	34482	3.3%
62.75	34222	3.3%
62.73	30846	3.0%
62.76	30781	3.0%
62.77	26205	2.5%
62.72	25752	2.5%
62.78	21209	2.1%
62.71	20072	1.9%
62.79	16920	1.6%
45.89	16827	1.6%
Other values (1148)	773319	75.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
11.05	1	< 0.1%
11.23	1	< 0.1%
16.1	1	< 0.1%
16.12	1	< 0.1%
20.8	1	< 0.1%
23.01	1	< 0.1%
33.37	1	< 0.1%
34.08	1	< 0.1%
36.61	1	< 0.1%
38.36	1	< 0.1%

Value	Count	Frequency (%)
84.31	1	< 0.1%
84.3	1	< 0.1%
84.19	1	< 0.1%
84.04	1	< 0.1%
83.96	1	< 0.1%
83.95	2	< 0.1%
83.94	5	< 0.1%
83.93	3	< 0.1%
83.92	24	< 0.1%
83.91	39	< 0.1%

Screw_Velocity
Real number (ℝ)

Distinct	5417
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	32.857248

Minimum	-0.04
Maximum	59.24
Zeros	3
Zeros (%)	< 0.1%
Negative	1
Negative (%)	< 0.1%
Memory size	7.9 MiB

Quantile statistics

Minimum	-0.04
5-th percentile	10.39
Q1	25.54
median	36.72
Q3	43.16
95-th percentile	47.38
Maximum	59.24
Range	59.28
Interquartile range (IQR)	17.62

Descriptive statistics

Standard deviation	11.627215
Coefficient of variation (CV)	0.35387062
Kurtosis	-0.55040948
Mean	32.857248
Median Absolute Deviation (MAD)	7.38
Skewness	-0.70368762
Sum	33863830
Variance	135.19212
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
44.05	1881	0.2%
44.1	1858	0.2%
44.09	1847	0.2%
44.04	1843	0.2%
44.12	1843	0.2%
44.01	1816	0.2%
44.17	1807	0.2%
44.11	1804	0.2%
44.13	1802	0.2%
44.14	1801	0.2%
Other values (5407)	1012333	98.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-0.04	1	< 0.1%
0	3	< 0.1%
0.02	2	< 0.1%
0.03	1	< 0.1%
0.04	2	< 0.1%
0.05	4	< 0.1%
0.06	8	< 0.1%
0.07	16	< 0.1%
0.08	17	< 0.1%
0.09	34	< 0.1%

Value	Count	Frequency (%)
59.24	1	< 0.1%
57.02	1	< 0.1%
56.52	1	< 0.1%
56.51	1	< 0.1%
56.41	1	< 0.1%
56.37	1	< 0.1%
56.23	1	< 0.1%
56.14	1	< 0.1%
56.13	1	< 0.1%
56.07	1	< 0.1%

VP_Time
Real number (ℝ)

HIGH CORRELATION

Distinct	7
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.1391957

Minimum	0
Maximum	9
Zeros	210
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	7.9 MiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	1
median	1
Q3	1
95-th percentile	2
Maximum	9
Range	9
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.36036746
Coefficient of variation (CV)	0.31633498
Kurtosis	5.657964
Mean	1.1391957
Median Absolute Deviation (MAD)	0
Skewness	2.474579
Sum	1174095
Variance	0.1298647
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
1	887320	86.1%
2	125053	12.1%
1.5	11664	1.1%
3	6386	0.6%
0	210	< 0.1%
9	1	< 0.1%
6	1	< 0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	210	< 0.1%
1	887320	86.1%
1.5	11664	1.1%
2	125053	12.1%
3	6386	0.6%
6	1	< 0.1%
9	1	< 0.1%

Value	Count	Frequency (%)
9	1	< 0.1%
6	1	< 0.1%
3	6386	0.6%
2	125053	12.1%
1.5	11664	1.1%
1	887320	86.1%
0	210	< 0.1%

VP_Position
Real number (ℝ)

HIGH CORRELATION

Distinct	368
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	9.1266658

Minimum	4.23
Maximum	29.25
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	7.9 MiB

Quantile statistics

Minimum	4.23
5-th percentile	7.1
Q1	8.13
median	9.14
Q3	10.15
95-th percentile	11.7
Maximum	29.25
Range	25.02
Interquartile range (IQR)	2.02

Descriptive statistics

Standard deviation	1.4164515
Coefficient of variation (CV)	0.15519923
Kurtosis	0.79346821
Mean	9.1266658
Median Absolute Deviation (MAD)	1.01
Skewness	0.48978099
Sum	9406261.2
Variance	2.0063349
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
9.15	91506	8.9%
9.14	81678	7.9%
9.13	69691	6.8%
9.16	56380	5.5%
7.12	55481	5.4%
7.11	54822	5.3%
10.17	47943	4.7%
7.1	44227	4.3%
8.13	42829	4.2%
10.16	40470	3.9%
Other values (358)	445608	43.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
4.23	1	< 0.1%
7.08	7077	0.7%
7.09	24672	2.4%
7.1	44227	4.3%
7.11	54822	5.3%
7.12	55481	5.4%
7.13	741	0.1%
7.62	17	< 0.1%
7.63	35	< 0.1%
8.09	75	< 0.1%

Value	Count	Frequency (%)
29.25	1	< 0.1%
27.6	1	< 0.1%
23.57	1	< 0.1%
23.08	1	< 0.1%
22.54	1	< 0.1%
22.44	1	< 0.1%
22.38	1	< 0.1%
22.35	1	< 0.1%
22.33	1	< 0.1%
22.29	1	< 0.1%

Weighing_Start_Position
Real number (ℝ)

HIGH CORRELATION

Distinct	1192
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	11.396024

Minimum	0.07
Maximum	34.13
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	7.9 MiB

Quantile statistics

Minimum	0.07
5-th percentile	8.63
Q1	10.63
median	10.97
Q3	12.51
95-th percentile	14.75
Maximum	34.13
Range	34.06
Interquartile range (IQR)	1.88

Descriptive statistics

Standard deviation	1.7888159
Coefficient of variation (CV)	0.15696842
Kurtosis	1.3473788
Mean	11.396024
Median Absolute Deviation (MAD)	0.91
Skewness	0.64428638
Sum	11745141
Variance	3.1998623
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
10.94	12800	1.2%
10.93	12756	1.2%
10.92	12704	1.2%
10.95	12486	1.2%
10.91	12357	1.2%
10.9	11966	1.2%
10.96	11519	1.1%
10.89	11494	1.1%
10.88	10927	1.1%
10.97	10434	1.0%
Other values (1182)	911192	88.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.07	2	< 0.1%
0.09	2	< 0.1%
0.13	1	< 0.1%
0.68	1	< 0.1%
2	1	< 0.1%
2.53	1	< 0.1%
3.45	1	< 0.1%
3.75	1	< 0.1%
4.69	1	< 0.1%
5.04	1	< 0.1%

Value	Count	Frequency (%)
34.13	1	< 0.1%
31.81	1	< 0.1%
28.91	1	< 0.1%
28.34	1	< 0.1%
28.03	1	< 0.1%
28	1	< 0.1%
27.63	2	< 0.1%
27.59	1	< 0.1%
27.57	1	< 0.1%
27.54	1	< 0.1%

VP_Press
Real number (ℝ)

HIGH CORRELATION

Distinct	6633
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	977.89937

Minimum	1.04
Maximum	1390.99
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	7.9 MiB

Quantile statistics

Minimum	1.04
5-th percentile	778.7
Q1	865.2
median	998.91
Q3	1044.82
95-th percentile	1167.26
Maximum	1390.99
Range	1389.95
Interquartile range (IQR)	179.62

Descriptive statistics

Standard deviation	115.96686
Coefficient of variation (CV)	0.11858773
Kurtosis	-0.58777288
Mean	977.89937
Median Absolute Deviation (MAD)	83.42
Skewness	-0.082338506
Sum	1.0078573 × 10⁹
Variance	13448.313
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1044.57	15760	1.5%
1044.82	14947	1.5%
1044.32	13928	1.4%
1044.7	11967	1.2%
1044.45	11424	1.1%
1043.95	10505	1.0%
1044.95	10101	1.0%
1045.07	9582	0.9%
1044.07	9537	0.9%
1044.2	9265	0.9%
Other values (6623)	913619	88.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1.04	1	< 0.1%
6.56	1	< 0.1%
18.63	1	< 0.1%
19.38	1	< 0.1%
51.2	1	< 0.1%
112.19	1	< 0.1%
194.3	1	< 0.1%
194.5	1	< 0.1%
201.98	1	< 0.1%
264.67	1	< 0.1%

Value	Count	Frequency (%)
1390.99	1	< 0.1%
1385.13	1	< 0.1%
1379.02	1	< 0.1%
1368.04	1	< 0.1%
1364.93	1	< 0.1%
1358.07	1	< 0.1%
1353.58	1	< 0.1%
1351.21	1	< 0.1%
1349.84	1	< 0.1%
1333.62	1	< 0.1%

Plasticizing_Time
Real number (ℝ)

HIGH CORRELATION

Distinct	678
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.7984017

Minimum	0
Maximum	24.37
Zeros	175
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	7.9 MiB

Quantile statistics

Minimum	0
5-th percentile	2.1
Q1	2.5
median	4.06
Q3	4.83
95-th percentile	5.1
Maximum	24.37
Range	24.37
Interquartile range (IQR)	2.33

Descriptive statistics

Standard deviation	1.2528975
Coefficient of variation (CV)	0.32984861
Kurtosis	-0.32549356
Mean	3.7984017
Median Absolute Deviation (MAD)	0.91
Skewness	0.20289615
Sum	3914765.7
Variance	1.5697522
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
4.92	11761	1.1%
4.93	11636	1.1%
4.91	11614	1.1%
2.11	11539	1.1%
4.94	11495	1.1%
2.1	11337	1.1%
4.95	11310	1.1%
4.9	11008	1.1%
4.96	10779	1.0%
4.89	10604	1.0%
Other values (668)	917552	89.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	175	< 0.1%
0.01	1	< 0.1%
0.17	1	< 0.1%
0.33	1	< 0.1%
0.34	1	< 0.1%
0.36	1	< 0.1%
0.37	2	< 0.1%
0.44	1	< 0.1%
0.45	1	< 0.1%
0.57	3	< 0.1%

Value	Count	Frequency (%)
24.37	1	< 0.1%
20.8	1	< 0.1%
19.98	1	< 0.1%
18.06	1	< 0.1%
17.2	1	< 0.1%
16.39	1	< 0.1%
15.76	1	< 0.1%
15.59	1	< 0.1%
14.65	1	< 0.1%
14.37	1	< 0.1%

Plasticizing_Start_Position
Real number (ℝ)

HIGH CORRELATION

Distinct	1197
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	11.372627

Minimum	0.11
Maximum	34.04
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	7.9 MiB

Quantile statistics

Minimum	0.11
5-th percentile	8.59
Q1	10.65
median	11
Q3	12.51
95-th percentile	14.67
Maximum	34.04
Range	33.93
Interquartile range (IQR)	1.86

Descriptive statistics

Standard deviation	1.7773485
Coefficient of variation (CV)	0.15628302
Kurtosis	1.3550428
Mean	11.372627
Median Absolute Deviation (MAD)	0.86
Skewness	0.57824196
Sum	11721028
Variance	3.1589678
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
10.96	14461	1.4%
10.95	14298	1.4%
10.97	14255	1.4%
10.94	13606	1.3%
10.98	13576	1.3%
10.99	13176	1.3%
10.93	12855	1.2%
11	11859	1.2%
10.92	11814	1.1%
11.01	10737	1.0%
Other values (1187)	899998	87.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.11	1	< 0.1%
0.12	1	< 0.1%
0.14	1	< 0.1%
0.22	1	< 0.1%
0.27	1	< 0.1%
0.85	1	< 0.1%
2.01	1	< 0.1%
2.5	1	< 0.1%
3.39	1	< 0.1%
3.69	1	< 0.1%

Value	Count	Frequency (%)
34.04	1	< 0.1%
31.72	1	< 0.1%
28.82	1	< 0.1%
28.26	1	< 0.1%
27.93	1	< 0.1%
27.91	1	< 0.1%
27.55	2	< 0.1%
27.51	1	< 0.1%
27.49	1	< 0.1%
27.46	1	< 0.1%

Plasticizing_End_Position
Real number (ℝ)

HIGH CORRELATION

Distinct	131
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	47.591777

Minimum	25.44
Maximum	63.13
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	7.9 MiB

Quantile statistics

Minimum	25.44
5-th percentile	26.47
Q1	30.54
median	57
Q3	60.06
95-th percentile	63.11
Maximum	63.13
Range	37.69
Interquartile range (IQR)	29.52

Descriptive statistics

Standard deviation	14.586553
Coefficient of variation (CV)	0.30649314
Kurtosis	-1.7125949
Mean	47.591777
Median Absolute Deviation (MAD)	6.11
Skewness	-0.37936924
Sum	49049751
Variance	212.76753
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
60.06	192165	18.6%
29.52	108317	10.5%
60.05	94788	9.2%
63.11	94253	9.1%
30.54	87470	8.5%
57	60241	5.8%
59.04	56985	5.5%
26.47	50288	4.9%
48.86	37094	3.6%
34.61	31223	3.0%
Other values (121)	217811	21.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
25.44	6440	0.6%
25.45	12896	1.3%
25.46	16	< 0.1%
26.39	2	< 0.1%
26.41	2	< 0.1%
26.42	1	< 0.1%
26.43	2	< 0.1%
26.44	1	< 0.1%
26.45	1	< 0.1%
26.46	23238	2.3%

Value	Count	Frequency (%)
63.13	6	< 0.1%
63.12	18760	1.8%
63.11	94253	9.1%
61.08	3	< 0.1%
61.07	3	< 0.1%
60.16	1	< 0.1%
60.07	38	< 0.1%
60.06	192165	18.6%
60.05	94788	9.2%
59.05	5420	0.5%

Plasticizing_RPM
Real number (ℝ)

HIGH CORRELATION

Distinct	9
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	28.902099

Minimum	11.31
Maximum	47.12
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	7.9 MiB

Quantile statistics

Minimum	11.31
5-th percentile	18.85
Q1	22.62
median	28.27
Q3	33.93
95-th percentile	47.12
Maximum	47.12
Range	35.81
Interquartile range (IQR)	11.31

Descriptive statistics

Standard deviation	7.5372039
Coefficient of variation (CV)	0.26078396
Kurtosis	0.10250811
Mean	28.902099
Median Absolute Deviation (MAD)	5.66
Skewness	0.3759134
Sum	29787514
Variance	56.809442
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=9)

Value	Count	Frequency (%)
33.93	345939	33.6%
28.27	256674	24.9%
18.85	169749	16.5%
22.62	151197	14.7%
47.12	64043	6.2%
35.81	25007	2.4%
15.08	11093	1.1%
11.31	6369	0.6%
37.7	564	0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
11.31	6369	0.6%
15.08	11093	1.1%
18.85	169749	16.5%
22.62	151197	14.7%
28.27	256674	24.9%
33.93	345939	33.6%
35.81	25007	2.4%
37.7	564	0.1%
47.12	64043	6.2%

Value	Count	Frequency (%)
47.12	64043	6.2%
37.7	564	0.1%
35.81	25007	2.4%
33.93	345939	33.6%
28.27	256674	24.9%
22.62	151197	14.7%
18.85	169749	16.5%
15.08	11093	1.1%
11.31	6369	0.6%

Minimum_Cushion
Real number (ℝ)

HIGH CORRELATION

Distinct	1029
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	8.0773684

Minimum	-0.03
Maximum	27.94
Zeros	0
Zeros (%)	0.0%
Negative	7
Negative (%)	< 0.1%
Memory size	7.9 MiB

Quantile statistics

Minimum	-0.03
5-th percentile	5.83
Q1	6.67
median	8.04
Q3	8.99
95-th percentile	11.4
Maximum	27.94
Range	27.97
Interquartile range (IQR)	2.32

Descriptive statistics

Standard deviation	1.6890857
Coefficient of variation (CV)	0.20911337
Kurtosis	0.66764097
Mean	8.0773684
Median Absolute Deviation (MAD)	1.14
Skewness	0.72209299
Sum	8324818.6
Variance	2.8530107
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
8.04	27417	2.7%
8.05	25583	2.5%
8.03	25281	2.5%
8.06	22169	2.2%
8.02	21257	2.1%
8.07	17766	1.7%
8.01	16308	1.6%
5.86	14036	1.4%
5.85	12855	1.2%
8.08	12845	1.2%
Other values (1019)	835118	81.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-0.03	3	< 0.1%
-0.02	4	< 0.1%
0.26	1	< 0.1%
1.03	1	< 0.1%
1.11	1	< 0.1%
1.13	1	< 0.1%
1.68	1	< 0.1%
2.82	1	< 0.1%
2.94	1	< 0.1%
3.05	1	< 0.1%

Value	Count	Frequency (%)
27.94	1	< 0.1%
27.17	1	< 0.1%
23.57	1	< 0.1%
23.08	1	< 0.1%
22.54	1	< 0.1%
22.44	1	< 0.1%
22.38	1	< 0.1%
22.35	1	< 0.1%
22.33	1	< 0.1%
22.29	1	< 0.1%

Cooling_Time
Real number (ℝ)

HIGH CORRELATION

Distinct	14
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	8.106103

Minimum	6
Maximum	17
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	7.9 MiB

Quantile statistics

Minimum	6
5-th percentile	6.5
Q1	8
median	8
Q3	8
95-th percentile	10
Maximum	17
Range	11
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	1.2798159
Coefficient of variation (CV)	0.157883
Kurtosis	13.762817
Mean	8.106103
Median Absolute Deviation (MAD)	0
Skewness	3.2174398
Sum	8354433.5
Variance	1.6379287
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=14)

Value	Count	Frequency (%)
8	738196	71.6%
7	88826	8.6%
9	69059	6.7%
6.5	56767	5.5%
10	22256	2.2%
6	19358	1.9%
14	18984	1.8%
15	6398	0.6%
13	4578	0.4%
12	2681	0.3%
Other values (4)	3532	0.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
6	19358	1.9%
6.5	56767	5.5%
7	88826	8.6%
7.5	8	< 0.1%
8	738196	71.6%
9	69059	6.7%
10	22256	2.2%
11	2404	0.2%
12	2681	0.3%
13	4578	0.4%

Value	Count	Frequency (%)
17	3	< 0.1%
16	1117	0.1%
15	6398	0.6%
14	18984	1.8%
13	4578	0.4%
12	2681	0.3%
11	2404	0.2%
10	22256	2.2%
9	69059	6.7%
8	738196	71.6%

Back_Flow
Real number (ℝ)

Distinct	9
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	58.868687

Minimum	9.81
Maximum	304.01
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	7.9 MiB

Quantile statistics

Minimum	9.81
5-th percentile	49.03
Q1	49.03
median	49.03
Q3	78.45
95-th percentile	78.45
Maximum	304.01
Range	294.2
Interquartile range (IQR)	29.42

Descriptive statistics

Standard deviation	22.906738
Coefficient of variation (CV)	0.38911583
Kurtosis	65.750075
Mean	58.868687
Median Absolute Deviation (MAD)	0
Skewness	6.7945439
Sum	60672129
Variance	524.71864
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=9)

Value	Count	Frequency (%)
49.03	691220	67.1%
78.45	257615	25.0%
58.84	61588	6.0%
98.07	10616	1.0%
294.2	6309	0.6%
9.81	2749	0.3%
19.61	480	< 0.1%
245.17	57	< 0.1%
304.01	1	< 0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
9.81	2749	0.3%
19.61	480	< 0.1%
49.03	691220	67.1%
58.84	61588	6.0%
78.45	257615	25.0%
98.07	10616	1.0%
245.17	57	< 0.1%
294.2	6309	0.6%
304.01	1	< 0.1%

Value	Count	Frequency (%)
304.01	1	< 0.1%
294.2	6309	0.6%
245.17	57	< 0.1%
98.07	10616	1.0%
78.45	257615	25.0%
58.84	61588	6.0%
49.03	691220	67.1%
19.61	480	< 0.1%
9.81	2749	0.3%

Decompression_Time
Real number (ℝ)

HIGH CORRELATION

Distinct	19
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.32396891

Minimum	0.17
Maximum	0.52
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	7.9 MiB

Quantile statistics

Minimum	0.17
5-th percentile	0.29
Q1	0.29
median	0.32
Q3	0.33
95-th percentile	0.4
Maximum	0.52
Range	0.35
Interquartile range (IQR)	0.04

Descriptive statistics

Standard deviation	0.042236187
Coefficient of variation (CV)	0.13037111
Kurtosis	10.584743
Mean	0.32396891
Median Absolute Deviation (MAD)	0.02
Skewness	2.9926211
Sum	333893.7
Variance	0.0017838955
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=19)

Value	Count	Frequency (%)
0.32	317006	30.8%
0.29	295712	28.7%
0.34	140998	13.7%
0.33	101210	9.8%
0.31	76133	7.4%
0.4	34138	3.3%
0.51	22768	2.2%
0.35	19359	1.9%
0.52	10424	1.0%
0.3	9337	0.9%
Other values (9)	3550	0.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.17	1	< 0.1%
0.29	295712	28.7%
0.3	9337	0.9%
0.31	76133	7.4%
0.32	317006	30.8%
0.33	101210	9.8%
0.34	140998	13.7%
0.35	19359	1.9%
0.36	8	< 0.1%
0.37	1	< 0.1%

Value	Count	Frequency (%)
0.52	10424	1.0%
0.51	22768	2.2%
0.5	38	< 0.1%
0.49	7	< 0.1%
0.48	3	< 0.1%
0.46	1	< 0.1%
0.42	3228	0.3%
0.41	263	< 0.1%
0.4	34138	3.3%
0.37	1	< 0.1%

_ID
Real number (ℝ)

HIGH CORRELATION UNIFORM UNIQUE

Distinct	1030635
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	515317

Minimum	0
Maximum	1030634
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	7.9 MiB

Quantile statistics

Minimum	0
5-th percentile	51531.7
Q1	257658.5
median	515317
Q3	772975.5
95-th percentile	979102.3
Maximum	1030634
Range	1030634
Interquartile range (IQR)	515317

Descriptive statistics

Standard deviation	297518.84
Coefficient of variation (CV)	0.57735111
Kurtosis	-1.2
Mean	515317
Median Absolute Deviation (MAD)	257659
Skewness	-1.1589751 × 10^-16
Sum	5.3110374 × 10¹¹
Variance	8.8517461 × 10¹⁰
Monotonicity	Strictly increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1	< 0.1%
687094	1	< 0.1%
687081	1	< 0.1%
687082	1	< 0.1%
687083	1	< 0.1%
687084	1	< 0.1%
687085	1	< 0.1%
687086	1	< 0.1%
687087	1	< 0.1%
687088	1	< 0.1%
Other values (1030625)	1030625	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	< 0.1%
1	1	< 0.1%
2	1	< 0.1%
3	1	< 0.1%
4	1	< 0.1%
5	1	< 0.1%
6	1	< 0.1%
7	1	< 0.1%
8	1	< 0.1%
9	1	< 0.1%

Value	Count	Frequency (%)
1030634	1	< 0.1%
1030633	1	< 0.1%
1030632	1	< 0.1%
1030631	1	< 0.1%
1030630	1	< 0.1%
1030629	1	< 0.1%
1030628	1	< 0.1%
1030627	1	< 0.1%
1030626	1	< 0.1%
1030625	1	< 0.1%

Auto

Heatmap
Table

	Back_Flow	Barrel_Temp_Z1	Barrel_Temp_Z2	Barrel_Temp_Z3	Barrel_Temp_Z4	Cooling_Time	Cycle_Time	Decompression_Time	Hopper_Temp	Injection_Peak_Press	Injection_Pressure_Real_Time	Machine_Cycle_Time	Max_Injection_Rate	Minimum_Cushion	No_Shot	Plasticizing_End_Position	Plasticizing_RPM	Plasticizing_Start_Position	Plasticizing_Time	Screw_Position	Screw_Velocity	VP_Position	VP_Press	VP_Time	Weighing_Start_Position	_ID
Back_Flow	1.000	-0.158	0.062	-0.113	-0.114	-0.075	-0.114	0.040	-0.241	-0.037	-0.300	-0.114	-0.165	-0.386	-0.020	-0.266	-0.028	-0.380	-0.221	-0.386	0.331	-0.451	-0.026	-0.184	-0.385	-0.253
Barrel_Temp_Z1	-0.158	1.000	0.325	0.473	0.477	-0.104	0.020	0.624	0.184	-0.395	-0.362	0.020	-0.350	0.335	-0.001	-0.416	-0.326	0.474	-0.579	0.335	-0.280	0.355	-0.392	0.140	0.487	0.048
Barrel_Temp_Z2	0.062	0.325	1.000	0.339	0.353	0.052	0.291	0.136	0.235	-0.104	0.006	0.290	-0.120	0.045	-0.056	-0.163	0.169	0.051	-0.173	0.045	-0.095	0.019	-0.122	0.012	0.053	0.220
Barrel_Temp_Z3	-0.113	0.473	0.339	1.000	0.756	-0.039	-0.090	0.497	0.280	-0.518	-0.403	-0.090	-0.481	0.476	0.026	-0.559	-0.376	0.451	-0.513	0.476	-0.482	0.361	-0.531	-0.126	0.456	0.145
Barrel_Temp_Z4	-0.114	0.477	0.353	0.756	1.000	-0.022	-0.069	0.489	0.315	-0.520	-0.384	-0.069	-0.477	0.471	0.020	-0.554	-0.350	0.449	-0.511	0.471	-0.490	0.355	-0.534	-0.127	0.453	0.167
Cooling_Time	-0.075	-0.104	0.052	-0.039	-0.022	1.000	0.520	-0.351	-0.015	0.315	0.326	0.520	0.351	-0.122	-0.070	0.342	0.251	-0.104	0.335	-0.122	-0.113	-0.093	0.274	0.169	-0.108	-0.087
Cycle_Time	-0.114	0.020	0.291	-0.090	-0.069	0.520	1.000	-0.186	0.209	0.404	0.700	0.992	0.522	-0.369	-0.130	0.478	0.506	-0.304	0.308	-0.369	0.073	-0.260	0.370	0.516	-0.296	0.063
Decompression_Time	0.040	0.624	0.136	0.497	0.489	-0.351	-0.186	1.000	0.067	-0.558	-0.498	-0.186	-0.620	0.380	0.033	-0.687	-0.642	0.512	-0.780	0.380	-0.344	0.366	-0.552	0.094	0.525	-0.226
Hopper_Temp	-0.241	0.184	0.235	0.280	0.315	-0.015	0.209	0.067	1.000	-0.306	0.076	0.209	-0.149	0.183	0.006	-0.154	0.226	0.116	-0.153	0.183	-0.269	0.126	-0.305	-0.192	0.116	0.560
Injection_Peak_Press	-0.037	-0.395	-0.104	-0.518	-0.520	0.315	0.404	-0.558	-0.306	1.000	0.644	0.404	0.831	-0.467	-0.055	0.818	0.461	-0.351	0.679	-0.467	0.446	-0.333	0.976	0.517	-0.349	-0.325
Injection_Pressure_Real_Time	-0.300	-0.362	0.006	-0.403	-0.384	0.326	0.700	-0.498	0.076	0.644	1.000	0.700	0.754	-0.425	-0.069	0.805	0.683	-0.400	0.680	-0.425	0.179	-0.280	0.615	0.410	-0.396	0.133
Machine_Cycle_Time	-0.114	0.020	0.290	-0.090	-0.069	0.520	0.992	-0.186	0.209	0.404	0.700	1.000	0.522	-0.369	-0.130	0.478	0.506	-0.305	0.308	-0.369	0.073	-0.260	0.369	0.516	-0.296	0.063
Max_Injection_Rate	-0.165	-0.350	-0.120	-0.481	-0.477	0.351	0.522	-0.620	-0.149	0.831	0.754	0.522	1.000	-0.484	-0.052	0.895	0.554	-0.444	0.776	-0.484	0.374	-0.288	0.828	0.511	-0.443	-0.092
Minimum_Cushion	-0.386	0.335	0.045	0.476	0.471	-0.122	-0.369	0.380	0.183	-0.467	-0.425	-0.369	-0.484	1.000	0.078	-0.385	-0.400	0.874	-0.337	1.000	-0.441	0.876	-0.439	-0.321	0.866	0.154
No_Shot	-0.020	-0.001	-0.056	0.026	0.020	-0.070	-0.130	0.033	0.006	-0.055	-0.069	-0.130	-0.052	0.078	1.000	-0.053	-0.059	0.054	-0.032	0.078	-0.013	0.069	-0.045	-0.094	0.052	0.019
Plasticizing_End_Position	-0.266	-0.416	-0.163	-0.559	-0.554	0.342	0.478	-0.687	-0.154	0.818	0.805	0.478	0.895	-0.385	-0.053	1.000	0.585	-0.355	0.853	-0.385	0.431	-0.211	0.813	0.442	-0.357	-0.111
Plasticizing_RPM	-0.028	-0.326	0.169	-0.376	-0.350	0.251	0.506	-0.642	0.226	0.461	0.683	0.506	0.554	-0.400	-0.059	0.585	1.000	-0.481	0.566	-0.400	0.359	-0.335	0.478	-0.023	-0.490	0.503
Plasticizing_Start_Position	-0.380	0.474	0.051	0.451	0.449	-0.104	-0.304	0.512	0.116	-0.351	-0.400	-0.305	-0.444	0.874	0.054	-0.355	-0.481	1.000	-0.444	0.874	-0.473	0.762	-0.333	-0.059	0.999	-0.072
Plasticizing_Time	-0.221	-0.579	-0.173	-0.513	-0.511	0.335	0.308	-0.780	-0.153	0.679	0.680	0.308	0.776	-0.337	-0.032	0.853	0.566	-0.444	1.000	-0.337	0.493	-0.221	0.672	0.128	-0.457	0.059
Screw_Position	-0.386	0.335	0.045	0.476	0.471	-0.122	-0.369	0.380	0.183	-0.467	-0.425	-0.369	-0.484	1.000	0.078	-0.385	-0.400	0.874	-0.337	1.000	-0.441	0.876	-0.439	-0.321	0.866	0.154
Screw_Velocity	0.331	-0.280	-0.095	-0.482	-0.490	-0.113	0.073	-0.344	-0.269	0.446	0.179	0.073	0.374	-0.441	-0.013	0.431	0.359	-0.473	0.493	-0.441	1.000	-0.334	0.482	0.005	-0.483	-0.141
VP_Position	-0.451	0.355	0.019	0.361	0.355	-0.093	-0.260	0.366	0.126	-0.333	-0.280	-0.260	-0.288	0.876	0.069	-0.211	-0.335	0.762	-0.221	0.876	-0.334	1.000	-0.303	-0.110	0.754	0.075
VP_Press	-0.026	-0.392	-0.122	-0.531	-0.534	0.274	0.370	-0.552	-0.305	0.976	0.615	0.369	0.828	-0.439	-0.045	0.813	0.478	-0.333	0.672	-0.439	0.482	-0.303	1.000	0.484	-0.333	-0.293
VP_Time	-0.184	0.140	0.012	-0.126	-0.127	0.169	0.516	0.094	-0.192	0.517	0.410	0.516	0.511	-0.321	-0.094	0.442	-0.023	-0.059	0.128	-0.321	0.005	-0.110	0.484	1.000	-0.038	-0.556
Weighing_Start_Position	-0.385	0.487	0.053	0.456	0.453	-0.108	-0.296	0.525	0.116	-0.349	-0.396	-0.296	-0.443	0.866	0.052	-0.357	-0.490	0.999	-0.457	0.866	-0.483	0.754	-0.333	-0.038	1.000	-0.083
_ID	-0.253	0.048	0.220	0.145	0.167	-0.087	0.063	-0.226	0.560	-0.325	0.133	0.063	-0.092	0.154	0.019	-0.111	0.503	-0.072	0.059	0.154	-0.141	0.075	-0.293	-0.556	-0.083	1.000

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	No_Shot	Machine_Cycle_Time	Cycle_Time	Barrel_Temp_Z1	Barrel_Temp_Z2	Barrel_Temp_Z3	Barrel_Temp_Z4	Hopper_Temp	Injection_Pressure_Real_Time	Screw_Position	Injection_Peak_Press	Max_Injection_Rate	Screw_Velocity	VP_Time	VP_Position	Weighing_Start_Position	VP_Press	Plasticizing_Time	Plasticizing_Start_Position	Plasticizing_End_Position	Plasticizing_RPM	Minimum_Cushion	Cooling_Time	Back_Flow	Decompression_Time	_ID
0	0	16.54	16.52	210.2	200.7	193.5	187.3	40.1	1.23	6.02	1211.65	78.37	20.60	2.0	8.14	10.51	1062.00	4.74	10.46	63.11	28.27	6.02	8.0	49.03	0.32	0
1	1	16.56	16.54	210.2	200.8	193.5	187.2	40.2	1.24	6.02	1211.65	78.37	20.60	2.0	8.14	10.51	1062.00	4.81	10.49	63.11	28.27	6.02	8.0	49.03	0.32	1
2	2	16.58	16.56	210.1	200.7	193.5	187.2	40.2	1.26	6.02	1209.16	78.32	35.38	2.0	8.12	10.54	1101.41	4.80	10.53	63.11	28.27	6.02	8.0	49.03	0.32	2
3	3	16.62	16.58	210.1	200.6	193.5	187.2	40.2	1.30	6.28	1228.24	78.19	36.35	2.0	8.12	10.79	1092.55	4.84	10.78	63.11	28.27	6.28	8.0	49.03	0.33	3
4	4	16.62	16.62	210.0	200.5	193.4	187.3	40.1	1.31	6.46	1287.11	77.99	46.10	2.0	8.10	10.96	1153.41	4.86	10.94	63.11	28.27	6.46	8.0	49.03	0.33	4
5	5	16.62	16.64	210.0	200.4	193.4	187.3	40.1	1.30	6.43	1261.17	78.07	47.77	2.0	8.11	10.94	1176.73	4.87	10.92	63.11	28.27	6.43	8.0	49.03	0.33	5
6	6	16.62	16.62	210.0	200.3	193.3	187.4	40.0	1.31	6.51	1276.63	78.03	46.78	2.0	8.11	11.00	1162.02	4.84	10.99	63.11	28.27	6.51	8.0	49.03	0.33	6
7	7	16.62	16.62	210.1	200.3	193.4	187.5	40.0	1.30	6.38	1285.61	78.17	45.13	2.0	8.12	10.89	1151.92	4.87	10.87	63.11	28.27	6.38	8.0	49.03	0.32	7
8	8	16.60	16.64	210.0	200.4	193.4	187.7	39.9	1.31	6.39	1241.21	78.11	39.10	2.0	8.14	10.90	1108.89	4.89	10.89	63.11	28.27	6.39	8.0	49.03	0.32	8
9	9	16.62	16.62	209.9	200.3	193.6	187.9	40.0	1.32	6.40	1283.99	78.17	45.59	2.0	8.12	10.90	1149.05	4.93	10.88	63.11	28.27	6.40	8.0	49.03	0.32	9

	No_Shot	Machine_Cycle_Time	Cycle_Time	Barrel_Temp_Z1	Barrel_Temp_Z2	Barrel_Temp_Z3	Barrel_Temp_Z4	Hopper_Temp	Injection_Pressure_Real_Time	Screw_Position	Injection_Peak_Press	Max_Injection_Rate	Screw_Velocity	VP_Time	VP_Position	Weighing_Start_Position	VP_Press	Plasticizing_Time	Plasticizing_Start_Position	Plasticizing_End_Position	Plasticizing_RPM	Minimum_Cushion	Cooling_Time	Back_Flow	Decompression_Time	_ID
1030625	1483	15.10	15.12	290.0	270.0	260.0	250.0	50.4	0.80	9.20	776.83	45.69	29.05	1.0	10.16	11.72	776.33	2.05	11.65	26.46	28.27	9.20	6.5	49.03	0.4	1030625
1030626	1484	15.10	15.10	290.0	270.0	260.0	250.0	50.8	0.80	9.20	777.20	45.71	28.96	1.0	10.18	11.71	776.70	2.05	11.63	26.47	28.27	9.20	6.5	49.03	0.4	1030626
1030627	1485	15.10	15.12	290.0	270.0	259.8	250.0	50.8	0.81	9.23	777.58	45.72	28.52	1.0	10.16	11.73	776.83	2.05	11.66	26.46	28.27	9.23	6.5	49.03	0.4	1030627
1030628	1486	15.10	15.12	290.0	270.0	259.8	249.9	51.2	0.81	9.33	778.57	45.74	28.58	1.0	10.16	11.84	777.70	2.05	11.77	26.47	28.27	9.33	6.5	49.03	0.4	1030628
1030629	1487	15.12	15.12	290.1	270.0	260.0	250.0	51.5	0.82	9.29	778.32	45.72	28.37	1.0	10.16	11.80	777.83	2.04	11.73	26.47	28.27	9.29	6.5	49.03	0.4	1030629
1030630	1488	15.12	15.12	290.0	270.0	260.0	250.0	51.8	0.82	9.29	778.07	45.70	28.02	1.0	10.16	11.80	777.45	2.05	11.72	26.47	28.27	9.29	6.5	49.03	0.4	1030630
1030631	1489	15.10	15.14	290.0	269.9	260.0	250.0	52.0	0.80	9.29	777.58	45.67	29.00	1.0	10.16	11.81	777.08	2.04	11.74	26.46	28.27	9.29	6.5	49.03	0.4	1030631
1030632	1490	15.10	15.12	290.0	270.0	260.0	250.0	52.2	0.80	9.23	777.20	45.71	28.93	1.0	10.18	11.74	776.70	2.05	11.66	26.47	28.27	9.23	6.5	49.03	0.4	1030632
1030633	1491	15.10	15.10	290.0	270.0	259.9	249.9	52.4	0.81	9.24	777.83	45.71	28.59	1.0	10.16	11.74	777.58	2.02	11.67	26.47	28.27	9.24	6.5	49.03	0.4	1030633
1030634	1492	15.10	15.12	290.0	270.0	260.0	250.0	52.6	0.80	9.19	776.83	45.73	29.07	1.0	10.17	11.72	776.45	2.03	11.65	26.47	28.27	9.19	6.5	49.03	0.4	1030634

Overview

Variables

Interactions

Correlations

Missing values

Sample